Period
to 21 February 2019

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Kimball Methodology skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Kimball Methodology over the 6 months to 21 February 2019 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
England > London
6 months to
21 Feb 2019
Same period 2018 Same period 2017
Rank 526 557 568
Rank change year-on-year +31 +11 -22
Permanent jobs citing Kimball Methodology 272 267 279
As % of all permanent IT jobs advertised in London 0.43% 0.38% 0.40%
As % of the Processes & Methodologies category 0.47% 0.41% 0.43%
Number of salaries quoted 244 179 254
London median annual salary £62,500 £55,000 £55,000
Median salary % change year-on-year +13.64% - -
10th Percentile £47,500 £42,500 £43,750
90th Percentile £84,625 £75,000 £80,000
England median annual salary £58,500 £50,000 £52,500
% change year-on-year +17.00% -4.76% -

Kimball Methodology is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 57,742 65,338 64,498
As % of all permanent IT jobs advertised in London 92.12% 92.99% 92.08%
Number of salaries quoted 46,577 53,585 54,667
London median annual salary £62,500 £60,000 £59,500
Median salary % change year-on-year +4.17% +0.84% +8.18%
10th Percentile £35,000 £35,000 £33,750
90th Percentile £95,000 £92,500 £89,400
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Kimball Methodology
Job Vacancy Trend in London

Job postings citing Kimball Methodology as a percentage of all IT jobs advertised in London.

Job vacancy trend for Kimball Methodology in London

Kimball Methodology
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Kimball Methodology in London.

Salary trend for Kimball Methodology in London

Kimball Methodology
Salary Histogram in London

The salary distribution of IT jobs citing Kimball Methodology in London over the 6 months to 21 February 2019.

Salary histogram for Kimball Methodology in London

Kimball Methodology
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Kimball Methodology within the London region over the 6 months to 21 February 2019. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London +23 59 £67,500 +12.50% 10
South London - 15 £60,000 -
West London +22 13 £70,000 +27.27% 4
East London - 4 £60,000 - 2
Kimball Methodology
England

For the 6 months to 21 February 2019, IT jobs citing Kimball Methodology also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for Kimball Methodology.

1 234 (86.03%) Data Warehouse
2 231 (84.93%) Business Intelligence
3 206 (75.74%) SQL
4 192 (70.59%) ETL
5 190 (69.85%) SQL Server Integration Services
6 182 (66.91%) SQL Server
7 124 (45.59%) Agile Software Development
8 123 (45.22%) SQL Server Reporting Services
9 118 (43.38%) SQL Server Analysis Services
10 110 (40.44%) Microsoft
10 110 (40.44%) Power BI
11 105 (38.60%) Analytics
12 102 (37.50%) Microsoft Azure
13 99 (36.40%) Data Modelling
14 92 (33.82%) T-SQL
15 90 (33.09%) Finance
16 70 (25.74%) Tableau
17 64 (23.53%) Dimensional Modelling
18 52 (19.12%) Performance Tuning
19 51 (18.75%) Visualisation
20 50 (18.38%) Oracle
21 49 (18.01%) Python
22 48 (17.65%) Banking
23 47 (17.28%) OLAP
24 45 (16.54%) Scrum
25 44 (16.18%) Data Quality
26 43 (15.81%) Big Data
27 41 (15.07%) Inmon Methodology
28 40 (14.71%) Azure Data Factory
29 39 (14.34%) Analytical Skills

Kimball Methodology
Co-occurring IT Skills in London by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 25 (9.19%) Apache Spark
2 23 (8.46%) Apache
3 9 (3.31%) SharePoint
4 6 (2.21%) SAS
5 4 (1.47%) IIS
5 4 (1.47%) SharePoint 2010
5 4 (1.47%) SharePoint 2013
6 2 (0.74%) Elasticsearch
Applications
1 34 (12.50%) Microsoft Excel
2 4 (1.47%) Microsoft Office
Business Applications
1 2 (0.74%) SAP Business One
Cloud Services
1 102 (37.50%) Microsoft Azure
2 40 (14.71%) Azure Data Factory
3 31 (11.40%) Amazon AWS
4 24 (8.82%) Google Cloud Platform
5 10 (3.68%) Azure Functions
5 10 (3.68%) Serverless
6 4 (1.47%) Azure Machine Learning
7 3 (1.10%) Cloud Computing
8 2 (0.74%) Data Lake Analytics
8 2 (0.74%) GitHub
9 1 (0.37%) IaaS
9 1 (0.37%) PaaS
9 1 (0.37%) SaaS
Database & Business Intelligence
1 234 (86.03%) Data Warehouse
2 190 (69.85%) SQL Server Integration Services
3 182 (66.91%) SQL Server
4 123 (45.22%) SQL Server Reporting Services
5 118 (43.38%) SQL Server Analysis Services
6 110 (40.44%) Power BI
7 47 (17.28%) OLAP
8 43 (15.81%) Big Data
9 38 (13.97%) Azure SQL Database
9 38 (13.97%) Hadoop
10 34 (12.50%) Data Lake
11 31 (11.40%) Snowflake Schema
12 29 (10.66%) Relational Database
13 28 (10.29%) Microsoft Analysis Services
14 27 (9.93%) SQL Server 2008
15 26 (9.56%) SQL Server 2012
16 25 (9.19%) Cosmos DB
17 24 (8.82%) SQL Server 2016
18 23 (8.46%) BusinessObjects
18 23 (8.46%) QlikView
Development Applications
1 24 (8.82%) Git (software)
2 14 (5.15%) Visual Studio
3 11 (4.04%) tSQLt
4 10 (3.68%) JIRA
5 8 (2.94%) Jenkins
5 8 (2.94%) Octopus Deploy
5 8 (2.94%) TeamCity
6 7 (2.57%) SQL Server Management Studio (SSMS)
6 7 (2.57%) Team Foundation Server
6 7 (2.57%) Visual Studio Team System
7 6 (2.21%) RStudio
8 4 (1.47%) ER Studio
8 4 (1.47%) ERwin
9 1 (0.37%) Oracle APEX
General
1 90 (33.09%) Finance
2 48 (17.65%) Banking
3 33 (12.13%) Retail
4 25 (9.19%) Investment Banking
5 17 (6.25%) Marketing
6 9 (3.31%) Games
7 8 (2.94%) Corporate Banking
8 2 (0.74%) Advertising
9 1 (0.37%) Financial Institution
9 1 (0.37%) Front Office
Job Titles
1 127 (46.69%) Developer
2 83 (30.51%) Business Intelligence Developer
3 66 (24.26%) SQL Developer
4 44 (16.18%) SQL BI Developer
5 42 (15.44%) Architect
6 37 (13.60%) Data Architect
7 36 (13.24%) ETL Developer
8 33 (12.13%) Data Engineer
9 32 (11.76%) Data Warehouse Developer
10 31 (11.40%) Analyst
11 28 (10.29%) SQL Server Developer
12 24 (8.82%) SQL Server BI Developer
12 24 (8.82%) SSIS Developer
13 23 (8.46%) Data Analyst
14 16 (5.88%) SSAS Developer
14 16 (5.88%) SSRS Developer
15 15 (5.51%) Business Intelligence Architect
16 13 (4.78%) Business Intelligence Lead
17 12 (4.41%) Business Intelligence Manager
17 12 (4.41%) Senior Analyst
Libraries, Frameworks & Software Standards
1 35 (12.87%) .NET
2 27 (9.93%) XML
3 25 (9.19%) Web Services
4 23 (8.46%) JSON
5 16 (5.88%) Kafka
6 13 (4.78%) Apache Beam
7 8 (2.94%) MDX
8 6 (2.21%) LAMP
8 6 (2.21%) LAPP Stack
9 5 (1.84%) ASP.NET
9 5 (1.84%) HTML
10 4 (1.47%) JSP
11 2 (0.74%) jQuery
Miscellaneous
1 39 (14.34%) Analytical Skills
2 22 (8.09%) Greenfield Project
3 16 (5.88%) Data Structures
4 14 (5.15%) Credit Risk
5 10 (3.68%) Management Information System
6 9 (3.31%) Reference Data
7 6 (2.21%) Self-Motivation
8 5 (1.84%) Fintech
8 5 (1.84%) Market Risk
9 4 (1.47%) Mobile App
10 3 (1.10%) Data Centre
10 3 (1.10%) Equities
10 3 (1.10%) N-Tier
11 2 (0.74%) User Experience
12 1 (0.37%) Hedge funds
12 1 (0.37%) Social Media
Operating Systems
1 6 (2.21%) Linux
2 5 (1.84%) AIX
2 5 (1.84%) HPUX
2 5 (1.84%) Solaris
2 5 (1.84%) Unix
2 5 (1.84%) Windows
Processes & Methodologies
1 231 (84.93%) Business Intelligence
2 192 (70.59%) ETL
3 124 (45.59%) Agile Software Development
4 105 (38.60%) Analytics
5 99 (36.40%) Data Modelling
6 64 (23.53%) Dimensional Modelling
7 52 (19.12%) Performance Tuning
8 51 (18.75%) Visualisation
9 45 (16.54%) Scrum
10 41 (15.07%) Inmon Methodology
11 39 (14.34%) Data Analytics
12 38 (13.97%) Data Architecture
13 32 (11.76%) ETL Development
14 31 (11.40%) Data Integration
15 30 (11.03%) Data Engineering
15 30 (11.03%) Data Visualisation
16 28 (10.29%) SDLC
17 24 (8.82%) Problem-Solving
18 23 (8.46%) Technical Architecture
19 21 (7.72%) Data Analysis
Programming Languages
1 206 (75.74%) SQL
2 92 (33.82%) T-SQL
3 49 (18.01%) Python
4 26 (9.56%) C#
4 26 (9.56%) Java
5 24 (8.82%) R
6 20 (7.35%) Scala
7 19 (6.99%) Data Analysis Expressions (DAX)
8 15 (5.51%) PL/SQL
8 15 (5.51%) PowerShell
9 6 (2.21%) HiveQL
9 6 (2.21%) MATLAB
9 6 (2.21%) Shell Script
10 4 (1.47%) JavaScript
11 3 (1.10%) U-SQL
12 1 (0.37%) PHP
12 1 (0.37%) Tcl
12 1 (0.37%) VB
Qualifications
1 12 (4.41%) Degree
2 5 (1.84%) Computer Science Degree
3 1 (0.37%) Master's Degree
3 1 (0.37%) TOGAF Certification
Quality Assurance & Compliance
1 44 (16.18%) Data Quality
2 31 (11.40%) QA
3 13 (4.78%) GDPR
4 7 (2.57%) IFRS
4 7 (2.57%) IFRS 9
5 3 (1.10%) Solvency II
System Software
1 6 (2.21%) Apache Flume
2 3 (1.10%) Hyper-V
2 3 (1.10%) VMware Infrastructure
3 2 (0.74%) Docker
4 1 (0.37%) HDFS
Systems Management
1 2 (0.74%) Consul
1 2 (0.74%) Kubernetes
1 2 (0.74%) Terraform
Vendors
1 110 (40.44%) Microsoft
2 70 (25.74%) Tableau
3 50 (18.38%) Oracle
4 21 (7.72%) SAP
5 14 (5.15%) Google
6 13 (4.78%) Informatica
6 13 (4.78%) Netezza
6 13 (4.78%) Sybase
7 8 (2.94%) Talend
8 7 (2.57%) IBM
9 6 (2.21%) Cloudera
10 5 (1.84%) Alteryx
10 5 (1.84%) MicroStrategy
11 3 (1.10%) VMware
12 2 (0.74%) Adobe
12 2 (0.74%) Teradata
13 1 (0.37%) Cognos
13 1 (0.37%) Databricks
13 1 (0.37%) RedGate
13 1 (0.37%) Splunk